Operational Deployment: From Seed to Autonomous Knowledge System

May 1, 2026Open Access

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Key Points

This research aims to present a practical deployment strategy for a hybrid knowledge system that autonomously evolves through user interactions.
Established a hybrid LLM-Prolog architecture that self-extends through usage.
Deployed four types of prompt runners that function under a shared infrastructure.
Implemented a coverage loop using arithmetic to ensure autonomous content acquisition until goals are reached.
Showed that the system effectively compiles facts and rules from user inputs, enhancing knowledge retrieval.
Achieved target coverage by autonomously collecting and compacting relevant documents with a local directory structure.
Demonstrated synchronous operation of various prompt types, governed by a unified model.

Demonstrates the deployment of a self-extending knowledge system, implying effective architecture for autonomy.

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Geoffrey Howland (2026) studied this question.

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